R Programming

General R Resources:

Specific Topics:

R Graphics:

Improving R Performance:

Spatial Data Analysis and Visualisation:

 

TO CLASSIFY

Webcast • The Basics of Git and GitHub • July 2013 - YouTube 

dplyr and pipes: the basics 

Install RStudio with R Server on HDInsight | Microsoft Docs 

data import - r read.table misread special symbols - Stack Overflow 


TensorFlow

rflow 

Home 

tensorflow/README.md at master · tensorflow/tensorflow 

The Netflix Tech Blog: Introducing Surus and ScorePMML 

data visualization - How to produce a pretty plot of the results of k-means cluster analysis? - Cross Validated 

Amazon review data 

r - dplyr: summarizing count and conditional aggregate functions on the same factor - Stack Overflow 

time - Convert UNIX epoch to Date object in R - Stack Overflow 

Online Conversion - Unix time conversion 

Wk_3

Clustering examples 

Statistics for Genomcs: Distances and Clustering - YouTube 

Elements of Statistical Learning: data mining, inference, and prediction. 2nd Edition. 

Untitled 

Hierarchical clustering - Wikipedia, the free encyclopedia 

Taxicab geometry - Wikipedia, the free encyclopedia 

Heat map - Wikipedia 

A short tutorial for decent heat maps in R 

Orthogonal matrix - Wikipedia, the free encyclopedia 

arxiv.org/pdf/1404.1100.pdf 

Bioconductor - Home 

UCI Machine Learning Repository: Human Activity Recognition Using Smartphones Data Set 

Clustering 

Wk_4

Predict memory usage in R - Stack Overflow 

[R] how to split a data frame by two variables 

R Is Not So Hard! A Tutorial, Part 10: Creating Summary tables with aggregate() 

R Base Graphics: An Idiot's Guide 

Regular Expressions in grep 

How to Predict New Data Values with R 

r - Plotting points with color and shape based on data variables - Stack Overflow 

log of 0 - Google Search 

R help - How to subset() from data frame using specific rows 

The caret Package 

r - Using Caret Package but Getting Error in library(e1071) - Stack Overflow 

logistic regression - Error in glm() in R - Stack Overflow 

Error when I try to predict class probabilities in R - caret - Stack Overflow 

Transformations: Use and misuse - rescaling, monotonic, log transformation, normalizing distributions, linearizing curves, homogenizing variances, additive model, detransformation 

caret.pdf 

forecast.bats | RDocumentation 

Wk_2

R Demo - Randy Zwitch on Vimeo 

Basic text string functions in R | R-bloggers 

How to rename a single column in a data.frame in R? - Stack Overflow 

knitr: Elegant, flexible and fast dynamic report generation with R | knitr 

multipanel.pdf 

How to prevent scientific notation in R? - Stack Overflow 

vector - In R from a named number how do I extract just the number (without the name)? - Stack Overflow 

Parameterized Reports · R Markdown · Disqus 

R: Convert markdown to HTML using knit() and markdownToHTML() 

Rep Red Wk 4

How To Handle Exponent Value of PROPDMGEXP and CROPDMGEXP 

r - Extracting text data from PDF files - Stack Overflow 

Quick-R: Subsetting Data 


06 Statistical Inference

Homework 1 for Stat Inference 

Homework 2 for Stat Inference 

bcaffo/LittleInferenceBook: A book for the coursera statistical inference class 

bcaffo/courses: Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1 

courses/06_StatisticalInference at master · bcaffo/courses 

Homework 3 for Stat Inference 

Homework 4 for Stat Inference 

Pandoc - About pandoc 

Performing a binomial test in R 

r - Unexpected behavior with tidyr - Stack Overflow 

r - How to plot histogram/ frequency-count of a vector with ggplot? - Stack Overflow 

Fixing knitr: Formatting statistical output to 2 digits in R - Jason A. French 

Create appendix with R-code in rmarkdown/knitr - Stack Overflow 

labs. ggplot2 0.9.2.1 

Normal Distribution | R Tutorial 

408clt.pdf 

geom_histogram. ggplot2 0.9.3.1 

stat_function. ggplot2 2.1.0 

r - Repeat the re-sampling function for 1000 times ? Using lapply? - Stack Overflow 

How to perform two-sample t-tests in R by inputting sample statistics rather than the raw data? - Cross Validated 

R FAQ: How can I subset a data set? 

r - Append data frames together in a for loop - Stack Overflow 

R Learning Module: Subsetting Data 

UCI Machine Learning Repository: Flags Data Set 

Journal of Statistical Software 

aRrgh: a newcomer's (angry) guide to R 

R Programming - Week 3: Loop Functions and Debugging | Coursera 

Git - git-clone Documentation 

R: remove all objects fromt he current workspace | R-bloggers 

R: Numeric Vectors 

datasciencectacontent/rprog-assignmentOperators.md at master · lgreski/datasciencectacontent 

Markdown Cheatsheet · adam-p/markdown-here Wiki 

Markdown Live Preview 

Markdown Tables generator - TablesGenerator.com 

Basic Git Commands - Johns Hopkins University | Coursera 

Don't teach built-in plotting to beginners (teach ggplot2) – Variance Explained 

Base Plots 

DataCamp: The Easy Way To Learn R & Data Science Online 

r - Avoiding NAs in as.numeric() - Stack Overflow 

r - How to avoid warning when introducing NAs by coercion - Stack Overflow 

Help on subsetting data frames using multiple logical operators in R - Cross Validated 

r - Specifying colClasses in the read.csv - Stack Overflow 

r - Avoid rbind()/cbind() conversion from numeric to factor - Stack Overflow 

R – Sorting a data frame by the contents of a column | R-bloggers 

Renumbering rows after ordering in R programme - Stack Overflow 

java - Cannot load R xlsx package on Mac OS 10.11 - Stack Overflow 

Error: XML Content does not seem to be XML | R 3.1.0 - Stack Overflow 

httr/oauth2-github.r at master · hadley/httr 

r - Read fixed width text file - Stack Overflow 

Failed to connect the database when using sqldf in r - Stack Overflow 

Authorized applications 

Reading Data From GitHub API Using R | DataTweet 

Importing Data Into R – Part Two | R-bloggers 

r - read.csv skip second line - Stack Overflow 

dataset - How to delete the first row of a dataframe in R? - Stack Overflow 

The 2013 SAT Report on College & Career Readiness – Research – The College Board 

RPubs - Data Processing with dplyr & tidyr 

What Donald Trump has said about science – and why he’s wrong | New Scientist 

List of tz database time zones - Wikipedia, the free encyclopedia 

Cheat Sheets in English - Cheatography.com: Cheat Sheets For Every Occasion 

General Data Protection Regulation (GDPR) Cheat Sheet by Davidpol - Cheatography.com: Cheat Sheets For Every Occasion 

Getting and Cleaning the Assignment | thoughtfulbloke aka David Hood 

Mastering Markdown · GitHub Guides 

[Getting and Cleaning data] Project 

GitHub - DataScienceSpecialization/courses: Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1 

Simpson's paradox - Wikipedia, the free encyclopedia 

r - Specify Date format for colClasses argument in read.table/read.csv - Stack Overflow 

Mobile Injustice Character Stats Calculator 

lattice-intro.pdf 

Heteroscedasticity - Wikipedia, the free encyclopedia 

CRAN: Contributed Documentation 

bookdown: Easy Book Publishing with R Markdown 

Video | Stanford CS101 Introduction | CS101-SP Courseware | Stanford Lagunita 

Computer Science - Ox Uni 

Computer Science: An Overview: Global Edition: Amazon.co.uk 

Your download | data.police.uk 

Lower Layer Super Output Area (LSOA) boundaries - Datasets 

2011 lower layer super output areas (LSOA) boundary 

Organize a walk around London with R | R-bloggers 

Integer Division -- from Wolfram MathWorld 

Normal Distribution Calculator 

Descriptive Statistics Chapter 2. § 2.1 Frequency Distributions and Their Graphs. - ppt download 

dplyr 0.5.0 | RStudio Blog 

R mtcars dataset, meaning of "vs" variable? - Stack Overflow 

V engine - Wikipedia 

Practical machine learning: methods and algorithmics 

Decision Tree Classifier implementation in R 

Lecture 5: Linear Regression with Regularization CSC 84020 - Machine Learning 

Human Activity Recognition 

Data to Insight - Free Online Course 

WekaMOOC - YouTube 

5-gram crashes R-studio · Issue #111 · dselivanov/text2vec · GitHub 

multidplyr - dplyr meets parallel processing 

Shiny - Use R scripts and data 

Shiny - Use R scripts and data 

Shiny - How to use DataTables in a Shiny App 

DataTables examples - Examples index 

How do I suppress row names when using DT::renderDataTable in R shiny? - Stack Overflow 

‎web.mit.edu/6.863/www/fall2012/lectures/lecture2&3-notes12.pdf 

https://arxiv.org/pdf/1312.3005.pdf 

‎www-labs.iro.umontreal.ca/~felipe/IFT6010-Hiver2015/resources-2011/Articles/goodman2001.pdf